There have been works combining autoencoders with GANs [1]}. The work done in Refs. [2]}, [3]} is related to ours. They synthesized new images with the same statistics as the training data by imputing features to a generator network. The main difference is that, in these previous articles, the features are obtained with a pretrained network.
